Stack Exchange — parenting.stackexchange.com

A Stack Exchange (parenting.stackexchange.com) dataset of 7,867 users, 18,626 answer-collaboration edges, 6,872 questions, 22,601 answers, collected by Stack Exchange, Inc. via the annual Stack Exchange Data Dump. Each record contains user nodes (reputation, badge counts, vote history), directed weighted edges (answerer→asker, weight=answer score, count=interactions, accepted=bool), post text, tag distribution. User collaboration network from parenting.stackexchange.com — directed weighted graph where edges represent knowledge-sharing relationships (A answered B's question), with edge weight reflecting answer quality. Enables prestige hierarchy, community detection, and expertise flow analysis.. Suitable for expertise network analysis, reputation systems, community detection, knowledge flow, PageRank-based authority ranking, Q&A platform dynamics..

#Expertise network#Parenting#Reputation#Stack exchange data dump

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Analytics

The interactive network needs JavaScript.

· graph.json

The full graph has 7,867 nodes; this view shows the 1,000-node sample the pipeline drew for display. Node size is centrality, colour is community.

7.9K
Nodes
18.6K
Edges
3.01e-04
Density
63
Components
-0.1003
Assortativity
1.5%
Reciprocity
3.9K
Bridges
Most central nodes
1090.02568
22210.02365
77780.01233
960.0122
19220.01144
28760.01144
6040.01055
219860.00903
10920.00864
610.00852
Content metrics

29,473 records scored · min–maxmean ± 0.675 σ (the interquartile range if the values are roughly normal)mean

scoreμ 6.354 ± 12.564
min -16max 420
view countμ 1.9K ± 13.9K
min 0max 729.6K
answer countμ 0.767 ± 1.973
min 0max 30
comment countμ 1.796 ± 2.755
min 0max 43
8.1
Flesch–Kincaid grade
US school grade level
8.8
Automated readability index
Frequent terms
childtimelikedonchildrenkidsthingsoldwantgoodknowthinksonwayhelpparentsneedyearbabydaughterdoesnschooltrypeoplequotagegoingworkdaysleepusefeelletthingyearsfindplayrighttellsurebetterdifferentlifelittlelotparentetclongfamilyask
Topic clusters

Topic 0

sleep
bed
night
wake
asleep
nap
hour
bedtime

Topic 1

school
teacher
grade
class
child
math
student
kid

Topic 2

eat
food
meal
fruit
sugar
vegetable
healthy
taste

Topic 3

father
relationship
parent
love
dad
mother
feel
child

Topic 4

milk
breast
pump
bottle
formula
breastfeed
baby
nipple

Topic 5

year
old
deal
son
toddler
discipline
child
stop

Topic 6

potty
toilet
pee
diaper
poop
train
training
accident

Topic 7

book
read
story
reading
word
letter
page
picture

Topic 8

language
english
speak
learn
native
german
bilingual
child

Topic 9

toy
play
doll
lego
puzzle
thing
like
kid

Topic 10

doctor
infection
nose
vaccine
ear
blow
fever
asthma

Topic 11

punishment
behavior
consequence
child
discipline
spanking
parent
corporal
Show all 40 topics

Topic 12

tooth
brush
dentist
teethe
gum
mouth
dental
toothpaste

Topic 13

bath
water
shower
skin
tub
soap
wash
baby

Topic 14

religion
religious
belief
believe
god
christian
faith
church

Topic 15

walk
crawl
shoe
walker
foot
month
stand
baby

Topic 16

daycare
time
day
child
home
care
work
babysitter

Topic 17

word
speech
language
sign
sound
speak
talk
child

Topic 18

pregnancy
doctor
pregnant
date
ultrasound
stress
woman
week

Topic 19

cry
baby
crying
scream
infant
month
newborn
normal

Topic 20

sleep
year
old
toddler
bed
bedtime
asleep
night

Topic 21

watch
television
movie
screen
medium
content
child
computer

Topic 22

sex
sexual
gay
girl
relationship
people
condom
age

Topic 23

gift
party
birthday
invite
present
friend
family
open

Topic 24

seat
car
booster
belt
rear
carseat
latch
buckle

Topic 25

sport
game
win
team
play
soccer
activity
like

Topic 26

music
piano
practice
play
instrument
song
rhythm
lesson

Topic 27

tantrum
behavior
calm
stop
cry
way
time
want

Topic 28

crib
sleep
mattress
sids
blanket
pillow
bed
baby

Topic 29

game
play
video
computer
gaming
time
activity
gamer

Topic 30

diaper
cloth
disposable
wash
leak
cost
change
cover

Topic 31

reflux
burp
gas
baby
spit
colic
air
stomach

Topic 32

money
spend
buy
allowance
cost
budget
value
save

Topic 33

internet
access
computer
site
online
porn
account
facebook

Topic 34

socket
dangerous
outlet
plug
safety
electrical
lock
gun

Topic 35

stroller
carrier
baby
sling
carry
wheel
seat
position

Topic 36

birth
section
delivery
labor
pain
midwife
hospital
baby

Topic 37

sleep
month
night
old
wake
newborn
infant
nap

Topic 38

wear
dress
clothe
shirt
skirt
clothing
jean
school

Topic 39

flight
trip
plane
seat
travel
car
hour
fly
Top hashtags
#2147
#1138
#351
#3940
#423
#58
#2s6
#promotion6
#85
#s5
#1s3
#82123
#82203
#criticism3
#139112
#249252
#62
#72
#certification2
#div2

Sampled: text metrics from 50K of 89.9K records; topic model from 20K.

Record

Catalog key
stackexchange-parenting-stackexchange-com
Authors
Stack Exchange, Inc.
Year
2025
Source paper
Stack Exchange Data Dump
License
CC BY-SA 2.5 / 3.0 / 4.0 (by post date) (CC-BY-SA-2.5 AND CC-BY-SA-3.0 AND CC-BY-SA-4.0)
Records
89,914
Nodes
7,867
Edges
18,626 (directed)
Nodes are
user (Stack Exchange account)
Edges are
answer collaboration (A answered B's question)
Attributes
nodes have attributes; edges have attributes
Text corpus
question titles, post bodies, comment text, tag names
Languages
en
Collected
2010/2024 (2010s, 2020s)
Tasks
From the graph: link prediction, community detection
Region
Global (inferred: the platform is used worldwide)

Provenance

Originally published at
https://archive.org/download/stackexchange unverified
Hosted copy
Mirrored on echo.directory on 2026-10-09, 43.4 MB across 1 files. Checksums in MANIFEST.json.

How to cite

BibTeX

@misc{echo2026,
  title  = {ECHO: Exploratory Compendium of Humanity Online},
  author = {Switzer, Braden and Zafarani, Reza},
  year   = {2026},
  url    = {https://echo.directory},
  note   = {Syracuse University}
}

@misc{stackexchange_2025,
  title     = {Stack Exchange Data Dump},
  author    = {{Stack Exchange, Inc.}},
  year      = {2025},
  publisher = {Internet Archive},
  url       = {https://archive.org/download/stackexchange}
}

APA

Switzer, B., & Zafarani, R. (2026). ECHO: Exploratory Compendium of Humanity Online [Data repository]. Syracuse University. https://echo.directory

Stack Exchange, Inc. (2025). Stack Exchange — parenting.stackexchange.com [Data set]. https://stackexchange-parenting-stackexchange-com.echo.directory/

MLA

Switzer, Braden, and Reza Zafarani. ECHO: Exploratory Compendium of Humanity Online. Syracuse University, 2026, echo.directory.

Stack Exchange, Inc. Stack Exchange — parenting.stackexchange.com. 2025, stackexchange-parenting-stackexchange-com.echo.directory/.

BibTeX · RIS · CSL-JSON

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